name: abstract description: Reads the manuscript and notebooks to generate a structured abstract. Use when writing or updating the abstract. argument-hint: "[word count]" allowed-tools: Bash, Read, Write, Edit, Glob, Grep

Generate Abstract

Read the manuscript and generate a structured abstract.

Arguments

• $ARGUMENTS — optional target word count (default: 150 words)

Steps

1. Parse the target word count from arguments (default 150 if not specified).

2. Read index.qmd in full:

   • Identify the research question from the Introduction
   • Identify the data and methods from the Data/Methods sections
   • Identify key results from the Results section
   • Identify the contribution from the Conclusion

3. Read the registered notebooks to extract key quantitative findings:

   • Main coefficient estimates and significance levels
   • Sample size
   • Key figures or descriptive statistics

4. Draft a structured abstract with these components:

   • Motivation (1–2 sentences): What problem or question does this paper address? Why does it matter?
   • Data and methods (1–2 sentences): What data, sample, and empirical approach are used?
   • Key results (2–3 sentences): What are the main findings? Include specific numbers where possible.
   • Contribution (1 sentence): What is the paper's contribution to the literature or policy?

5. Verify the word count is within ±10% of the target. Adjust if needed.

6. Present the draft to the user for review.

7. On approval, update the abstract: field in the YAML front matter of index.qmd:

   abstract: |
     <drafted abstract text>
   

Error handling

• If index.qmd has only [FILL:] placeholders in the body sections, inform the user that the manuscript needs more content before an abstract can be generated.
• If the current abstract field already contains real content (not a [FILL:] placeholder), show it and ask whether to replace or refine it.